Challenge

Unsupervised Learning - Kmeans Week 11 Challenge

1. How does similarity is calculated if data is categorical in nature

Categorical data are converted to numerical data using label encoding or one hot encoding then when comparing two records if the value for the categorical data is the same in both records then the similarity measure is zero if the values are different in both the records then the similarity measure is one.

2. Implement K-means for “Car dataset” and come up with the business insights

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